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Automation Risk Analysis

Will “Thermodynamics Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #79 of 702. Estimated risk: 1.7%

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AI Exposure Risk

62%

“Thermodynamics Engineer” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 62% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

32%

“Thermodynamics Engineer” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 32% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Aerospace Engineers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Perform engineering duties in designing, constructing, and testing aircraft, missiles, and spacecraft. May conduct basic and applied research to evaluate adaptability of materials and equipment to aircraft design and manufacture. May recommend improvements in testing equipment and techniques.

Avg. Annual Salary $141,180
Avg. Hourly Wage $67.88
Available Jobs (US) 68,440
Job Title & Hierarchy Code (SOC) Aerospace Engineers #17-2011
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Aerospace Engineers”

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Core Skills & Abilities

  • Evaluate and approve selection of vendors by studying past performance or new advertisements.

  • Analyze project requests, proposals, or engineering data to determine feasibility, productibility, cost, or production time of aerospace or aeronautical products.

  • Formulate mathematical models or other methods of computer analysis to develop, evaluate, or modify design, according to customer engineering requirements.

  • Direct or coordinate activities of engineering or technical personnel involved in designing, fabricating, modifying, or testing of aircraft or aerospace products.

  • Evaluate product data or design from inspections or reports for conformance to engineering principles, customer requirements, environmental regulations, or quality standards.

  • Diagnose performance problems by reviewing reports or documentation from customers or field engineers or by inspecting malfunctioning or damaged products.

  • Maintain records of performance reports for future reference.

  • Plan or conduct experimental, environmental, operational, or stress tests on models or prototypes of aircraft or aerospace systems or equipment.

  • Plan or coordinate investigation and resolution of customers' reports of technical problems with aircraft or aerospace vehicles.

  • Design new or modify existing aerospace systems to reduce polluting emissions, such as nitrogen oxide, carbon monoxide, or smoke emissions.

  • Develop design criteria for aeronautical or aerospace products or systems, including testing methods, production costs, quality standards, environmental standards, or completion dates.

  • Design or engineer filtration systems that reduce harmful emissions.

  • Write technical reports or other documentation, such as handbooks or bulletins, for use by engineering staff, management, or customers.

  • Formulate conceptual design of aeronautical or aerospace products or systems to meet customer requirements or conform to environmental regulations.

  • Evaluate biofuel performance specifications to determine feasibility for aerospace applications.

  • Direct aerospace research and development programs.

Technologies & Software

  • C++
  • DeepSeek
  • C
  • GitHub Copilot
  • Xilinx TMRTool
  • Gemini (Google)
  • Mathsoft Mathcad
  • Formula translation/translator FORTRAN
  • Microsoft Access
  • Network Analysis SINDA-G
  • Digital Equipment Corporation DIGITAL Fortran 90
  • PTC Pro/INTRALINK
  • Wolfram Research Mathematica
  • National Instruments LabVIEW
  • MAYA Nastran
  • Image processing systems
  • PTC Creo Parametric
  • Thermal design software
  • Oracle Java
  • Gemini Code Assist
  • Maplesoft Maple
  • Mistral (Mistral AI)
  • Grok (xAI)
  • Thermal Synthesizer System TSS
  • Altera Quartus II
  • Claude (Anthropic)
  • AutoCAD AI
  • Data acquisition systems
  • Analytical Graphics STK Expert Edition
  • Microsoft Outlook
  • Verilog
  • IBM Rational ClearCase
  • Microsoft Excel
  • 1CadCam Unigraphics
  • Llama (Meta)
  • Finite element analysis FEA software
  • Finite element method FEM software
  • Extensible markup language XML
  • C#
  • Dassault Systemes CATIA
  • Ada
  • Computer aided manufacturing CAM software
  • Cullimore & Ring Technologies SINDA/FLUINT
  • Structure query language SQL
  • Python
  • Shell script
  • ChatGPT (OpenAI)
  • ANSYS AI Simulation
  • ESI Group AutoSEA2
  • Hewlett-Packard HP OpenVMS
  • Tecplot Focus
  • Microsoft Visual Studio
  • ANSYS simulation software
  • UGS Solid Edge
  • Universal Technical Systems TK Solver
  • Alstom ESATAN
  • IBM Rational ClearQuest
  • Dassault Systemes Abaqus
  • Perplexity AI
  • MSC Software Fatigue
  • MSC Software Patran
  • UNIX
  • Microsoft Visual Basic
  • MathWorks Simulink
  • Harvard Thermal TAS
  • Thermal Radiation Analysis System TRASYS
  • Alstom ESARAD
  • IBM Rational RequisitePro
  • Stress analysis software
  • Linux
  • SAP software
  • Qwen (Alibaba)
  • Microsoft Windows
  • MSC Software Nastran
  • Microsoft Word
  • Dassault Systemes SolidWorks
  • Southwest Research Institute NASGRO
  • Computational fluid dynamics CFD software
  • Computer aided design and drafting CADD software
  • Nova (Amazon)
  • Cullimore & Ring Technologies Thermal Desktop
  • Microsoft Visio
  • Microsoft PowerPoint
  • Grid generation software
  • IBM Rational DOORS
  • Thermal analysis software
  • Perl
  • Microsoft Office software
  • Kimi (Moonshot AI)
  • The MathWorks MATLAB
  • TEAM Engineering FEMAP
  • Fatigue analysis software
  • Autodesk AI
  • Computer-aided engineering CAE software
  • Phoenix Integration ModelCenter
  • K&K Associates Thermal Analysis Kit TAK
  • Microsoft Project
  • Autodesk AutoCAD
  • Collier Research HyperSizer
  • Flexible dynamics modeling software
  • Sun Microsystems Java
  • Laser Doppler velocimeters LDV
  • Power microwave generators
  • Flight simulators
  • Ultrasonic inspection equipment
  • Digital voltmeters DVM
  • Wave analyzers
  • Atomic force microscopes
  • Surface grinding machines
  • Impinging jet apparatus
  • Viscometers
  • Laser velocimeters
  • Digital pressure gauges
  • Personal computers
  • Reflection polariscopes
  • Acoustic emissions systems
  • Push/pull dynamometers
  • Flight management systems FMS
  • Signal generators
  • Parallel computers
  • Flow meters
  • Computer numerical controlled CNC milling machines
  • Axial flow compressor facilities
  • UNIX work stations
  • Propellant combustion chambers
  • Axial flow research fans
  • Strain gauge balances
  • Impact guns
  • Vibration isolation tables
  • Electronic pressure scanners
  • Anechoic chambers
  • Profilometers
  • Mainframe computers
  • Electronic flight instrument systems EFIS
  • Axial flow turbines
  • Digital oscilloscopes
  • Centerless grinders
  • Cluster computers
  • Force transducers
  • Welders
  • Laboratory centrifugal pumps
  • Multi-axis mills
  • Vacuum facilities
  • Fatigue testing machines
  • Load frames
  • Lathes
  • Plotters
  • Argon-ion lasers
  • Fiber optic interferometers
  • Spectrometers
  • Lasers
  • Terminal computers

Alternative Job Titles